Extended usage of the gap filling algorithm
#+++ load libraries used in this vignette
library(REddyProc)
library(dplyr)
#+++ Add time stamp in POSIX time format and filter long runs of equal values
EddyDataWithPosix <- fConvertTimeToPosix(
filterLongRuns(Example_DETha98, "NEE")
, 'YDH', Year = 'Year', Day = 'DoY', Hour = 'Hour')
#+++ Add some (non-sense) example vectors:
#+++ Quality flag vector (e.g. from applying ustar filter)
QF <- rep(c(1, 0, 1, 0, 1, 0, 0, 0, 0, 0), nrow(EddyDataWithPosix) / 10)
#+++ Dummy step function vector to simulate e.g. high / low water table
Step <- ifelse(EddyDataWithPosix$DoY < 200 | EddyDataWithPosix$DoY > 250, 0, 1)
#+++ Initialize new sEddyProc processing class with more columns
EProc <- sEddyProc$new(
'DE-Tha', cbind(EddyDataWithPosix, Step = Step, QF = QF)
, c('NEE', 'LE', 'H', 'Rg', 'Tair', 'Tsoil', 'rH', 'VPD', 'QF', 'Step'))
#+++ Gap fill variable with (non-default) variables and limits
# including preselection of data with quality flag QF == 0
EProc$sMDSGapFill(
'LE', QFVar = 'QF', QFValue = 0, V1 = 'Rg', T1 = 30, V2 = 'Tsoil', T2 = 2
, 'Step', 0.1)
#+++ Use individual gap filling subroutines with different window sizes
# and up to five variables and limits
EProc$sFillInit('NEE') #Initialize 'NEE' as variable to fill
Result_Step1.F <- EProc$sFillLUT(
3, 'Rg', 50, 'rH', 30, 'Tair', 2.5, 'Tsoil', 2, 'Step', 0.5)
Result_Step2.F <- EProc$sFillLUT(6, 'Tair', 2.5, 'VPD', 3, 'Step', 0.5)
Result_Step3.F <- EProc$sFillMDC(3)
#Individual fill result columns are called 'VAR_...'
EProc$sPlotHHFluxesY('VAR_fall', Year = 1998)
![plot of chunk 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)
Explicit demonstration of MDS algorithm for NEE gap filling
EProcMDS <- sEddyProc$new(
'DE-Tha', EddyDataWithPosix, c('NEE', 'Rg', 'Tair', 'VPD'))
#Initialize 'NEE' as variable to fill
EProcMDS$sFillInit('NEE')
# Set variables and tolerance intervals
V1 = 'Rg'; T1 = 50 # Global radiation 'Rg' within +/-50 W m-2
V2 = 'VPD'; T2 = 5 # Vapour pressure deficit 'VPD' within 5 hPa
V3 = 'Tair'; T3 = 2.5 # Air temperature 'Tair' within +/-2.5 degC
# Step 1: Look-up table with window size +/-7 days
ResultStep1 <- EProcMDS$sFillLUT(7, V1, T1, V2, T2, V3, T3)
# Step 2: Look-up table with window size +/-14 days
ResultStep2 <- EProcMDS$sFillLUT(14, V1, T1, V2, T2, V3, T3)
# Step 3: Look-up table with window size +/-7 days, Rg only
ResultStep3 <- EProcMDS$sFillLUT(7, V1, T1)
# Step 4: Mean diurnal course with window size 0 (same day)
ResultStep4 <- EProcMDS$sFillMDC(0)
# Step 5: Mean diurnal course with window size +/-1, +/-2 days
ResultStep5a <- EProcMDS$sFillMDC(1)
ResultStep5b <- EProcMDS$sFillMDC(2)
# Step 6: Look-up table with window size +/-21, +/-28, ..., +/-70
for (WinDays in seq(21, 70, 7) )
ResultStep6 <- EProcMDS$sFillLUT(WinDays, V1, T1, V2, T2, V3, T3)
# Step 7: Look-up table with window size +/-14, +/-21, ..., +/-70, Rg only
for (WinDays in seq(14, 70, 7) )
ResultStep7 <- EProcMDS$sFillLUT(WinDays, V1, T1)
# Step 8: Mean diurnal course with window size +/-7, +/-14, ..., +/-210 days
for (WinDays in seq(7, 210, 7) )
ResultStep8 <- EProcMDS$sFillMDC(WinDays)
# Export results, columns are named 'VAR_'
FilledEddyData <- EProcMDS$sExportResults()
head(FilledEddyData)
## VAR_orig VAR_f VAR_fqc VAR_fall VAR_fall_qc VAR_fnum VAR_fsd
## 1 -1.21 -1.210000 0 1.373704 1 54 2.531604
## 2 1.72 1.720000 0 1.396364 1 55 2.513678
## 3 NA 1.006569 1 1.006569 1 58 3.311918
## 4 NA 1.061343 1 1.061343 1 67 3.164355
## 5 2.55 2.550000 0 1.071176 1 68 3.141698
## 6 NA 1.205441 1 1.205441 1 68 2.884610
## VAR_fmeth VAR_fwin
## 1 1 14
## 2 1 14
## 3 1 14
## 4 1 14
## 5 1 14
## 6 1 14